Andrej Karpathy's advice for beginners getting into AI:
"Put in 10,000 hours of work."
He's right.
But most builders waste the first 1,000 hours on the wrong things.
They write code before understanding context windows.
They build agents before understanding token limits.
They ship products before understanding what models can't do.
The builders who compound fastest aren't the ones who code the most.
They're the ones who understood the fundamentals before touching a single line.
These are the 10 concepts that make the first 1,000 hours count ↓
Bookmark this before you start.
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